02-topicmodel-labeling
Summary Stats
This runs topic modeling on the ~680k ENGLISH only (as defined as https://github.com/ropensci/cld2) profiles at time zero (by 8am on October 1st, 2017).
Note - while the model does a very good job, it’s not perfect. Sometimes, it will includes some non-English if there are one or two words that are the same in English (e.g., Spanish terms with one or two similar English words).
Topic Overview
This plot shows the top 10 words for each of the 49 topics.
Topic Quality
| topicName | topic | topicProb | topicFrex | SemanticCoherence | Exclusivity |
|---|---|---|---|---|---|
| Topic 12 | 12 | trump + country + christian + american + #maga + retired + conservative + supporter + support + president | trump + country + christian + american + #maga + conservative + president + america + party + freedom | -1830.105 | 29.68603 |
| Topic 32 | 32 | lover + proud + mom + father + wife + husband + member + mother + human + dad | father + husband + dog + animal + activist + sister + survivor + muslim + #notmypresident + pet | -1960.985 | 29.82721 |
| Topic 38 | 38 | news + co + politics + online + best + latest + culture + daily + local + events | news + co + latest + daily + events + entertainment + updates + info + reporter + source | -2043.097 | 29.81354 |
| Topic 21 | 21 | views + opinions + working + health + founder + community + mine + public + passionate + ceo | services + company + solutions + mission + expressed + organization + firm + commercial + foundation + companies | -2094.780 | 29.66195 |
| Topic 47 | 47 | can + good + know + want + everything + best + man + see + u + better | everything + come + want + see + yet + reason + still + thing + happens + wait | -2224.575 | 29.91927 |
| Topic 34 | 34 | #marketing + #music + #socialmedia + #travel + #blogger + #tech + #art + #news + #writer + #digital | #marketing + #music + #socialmedia + #blogger + #tech + #art + #news + #writer + #digital + #love | -2236.674 | 29.51021 |
| Topic 13 | 13 | de + director + y + la + en + general + mi + el + que + los | de + y + la + en + mi + el + que + los + del + move | -2252.412 | 29.59756 |
| Topic 22 | 22 | games + professional + video + player + gamer + game + play + youtuber + basketball + gaming | games + video + player + gamer + game + play + youtuber + gaming + playing + twitch | -2253.518 | 29.77774 |
| Topic 6 | 6 | writer + designer + editor + college + blogger + book + design + nerd + fashion + journalist | writer + editor + book + fashion + film + freelance + graphic + dreamer + comic + theatre | -2257.024 | 29.87683 |
| Topic 5 | 5 | n + radio + w + rock + e + show + o + r + d + b | n + radio + w + rock + show + o + r + d + b + m | -2282.192 | 29.88882 |
| Topic 7 | 7 | social + media + marketing + manager + digital + content + host + top + creative + creator | social + media + marketing + digital + content + creator + internet + podcast + pr + brand | -2315.813 | 29.91679 |
| Topic 11 | 11 | never + nothing + say + let + give + ever + may + something + even + hope | never + nothing + say + let + give + something + even + hope + stop + end | -2328.224 | 29.91411 |
| Topic 28 | 28 | business + owner + coach + contact + entrepreneur + email + consultant + management + small + international | business + owner + coach + small + fitness + speaker + certified + analyst + inquiries + trainer | -2332.850 | 29.90167 |
| Topic 17 | 17 | student + work + school + team + high + science + teacher + history + english + hard | school + high + science + english + half + phd + professor + middle + faculty + fellow | -2367.856 | 29.74675 |
| Topic 30 | 30 | like + also + think + sometimes + stuff + lot + feel + look + talk + write | like + write + probably + sweet + sing + cold + dick + stuff + lot + flowers | -2374.949 | 29.86737 |
| Topic 3 | 3 | artist + photographer + engineer + producer + tech + technology + geek + singer + developer + dj | engineer + producer + tech + developer + musician + software + computer + songwriter + sound + architect | -2375.230 | 29.80121 |
| Topic 43 | 43 | just + girl + go + im + little + keep + guy + shit + really + bitch | just + girl + im + keep + shit + bitch + pretty + ass + bit + fucking | -2380.068 | 29.92130 |
| Topic 24 | 24 | fan + sports + big + star + blue + fanatic + red + movie + avid + hard | fan + big + fanatic + movie + huge + hockey + chicago + wars + nfl + nba | -2393.049 | 29.63286 |
| Topic 20 | 20 | us + tweets + need + tweet + s + help + personal + account + likes + endorsement | tweets + need + tweet + help + endorsement + endorsements + retweets + job + bot + random | -2402.123 | 29.89043 |
| Topic 35 | 35 | since + bts + army + stan + x + king + perfect + trash + kpop + @bts_twt | since + king + perfect + kpop + @bts_twt + line + multifandom + sunshine + bangtan + jimin | -2405.002 | 29.81228 |
| Topic 40 | 40 | follow + free + back + instagram + please + dm + youtube + check + dont + channel | back + instagram + please + dm + facebook + link + turn + thanks + pics + hit | -2417.291 | 29.88986 |
| Topic 2 | 2 | life + live + living + way + trying + dream + enjoy + long + die + without | life + live + living + way + everyday + short + worth + moment + tomorrow + journey | -2581.229 | 29.92374 |
| Topic 31 | 31 | love + god + always + family + first + much + friends + forever + jesus + hate | love + friends + spread + pray + much + girlfriend + mayward + loyalty + self + loved | -2594.193 | 29.90762 |
| Topic 42 | 42 | voice + super + got7 + rp + kim + mark + junior + exo + lee + twice | voice + super + got7 + rp + mark + junior + lee + twice + bae + michael | -2615.420 | 29.65422 |
| Topic 48 | 48 | music + people + art + food + tv + books + travel + around + movies + beauty | books + shows + reality + kindness + poetry + treat + comedy + films + traveling + places | -2673.538 | 29.91372 |
| Topic 18 | 18 | new + twitter + now + account + official + old + years + city + year + page | new + twitter + now + official + old + year + single + coming + soon + used | -2682.536 | 29.90938 |
| Topic 16 | 16 | enthusiast + anime + addict + cat + gay + icon + obsessed + nsfw + lady + hair | addict + gay + icon + obsessed + nsfw + lady + hair + makeup + header + ok | -2771.369 | 29.75604 |
| Topic 26 | 26 | beautiful + married + two + woman + kids + women + amazing + children + men + awesome | two + woman + kids + women + amazing + children + men + awesome + pictures + god’s | -2801.068 | 29.86551 |
| Topic 25 | 25 | football + welcome + girls + club + run + ain’t + south + fc + boys + london | welcome + run + fc + arsenal + season + chelsea + racing + rugby + liverpool + key | -2815.675 | 29.77688 |
| Topic 10 | 10 | university + state + texas + native + florida + southern + san + california + central + medicine | university + state + texas + native + florida + southern + san + california + central + medicine | -2841.923 | 29.81367 |
| Topic 1 | 1 | one + day + home + wanna + kind + night + followed + away + favorite + another | one + day + kind + night + away + favorite + another + harry + word + justin | -2846.340 | 29.83588 |
| Topic 9 | 9 | get + heart + find + mind + soul + head + open + lost + eyes + light | get + heart + mind + lost + eyes + light + dark + stars + moon + found | -2864.942 | 29.89309 |
| Topic 45 | 45 | author + future + black + former + actor + model + educator + poet + create + dancer | future + black + actor + model + past + doctor + lawyer + female + actress + chef | -2946.071 | 29.85087 |
| Topic 39 | 39 | area + st + ny + beach + county + ca + bay + serving + owned + pa | area + beach + county + serving + owned + italian + coast + bar + serve + located | -2993.191 | 29.72114 |
| Topic 15 | 15 | time + every + take + full + part + matter + lives + next + last + dead | time + take + full + matter + lives + next + last + dead + less + running | -3086.250 | 29.92263 |
| Topic 41 | 41 | coffee + ya + beer + wine + fly + tea + fine + chocolate + healthy + cooking | coffee + ya + beer + wine + fly + cook + connoisseur + eating + chicken + drinker | -3119.722 | 29.72756 |
| Topic 29 | 29 | private + ideas + market + advice + trade + sell + investor + curious + trader + non | private + ideas + market + trade + investor + curious + trader + non + value + investment | -3138.760 | 29.76821 |
| Topic 37 | 37 | happy + person + stay + makes + smile + care + try + blessed + child + thoughts | happy + person + stay + smile + try + blessed + days + kid + humble + choose | -3178.890 | 29.89766 |
| Topic 33 | 33 | ig + sc + snapchat + snap + alum + baseball + class + north + add + east | ig + sc + snapchat + snap + class + fb + r.i.p + track + ball + bag | -3179.252 | 29.80886 |
| Topic 23 | 23 | truth + united + justice + white + together + house + stand + fall + manchester + deep | truth + united + justice + white + together + house + stand + fall + manchester + deep | -3264.907 | 29.86671 |
| Topic 44 | 44 | make + great + right + making + money + strong + left + sense + kill + sure | make + great + right + making + money + sense + kill + sure + humor + happen | -3286.856 | 29.91325 |
| Topic 14 | 14 | name + call + baby + queen + master + cause + fire + princess + booking + known | name + call + baby + queen + fire + princess + daddy + hear + problem + mr | -3335.545 | 29.80967 |
| Topic 27 | 27 | born + made + raised + universe + blood + shop + using + hand + heaven + created | born + made + raised + blood + shop + hand + heaven + created + natural + unique | -3345.476 | 29.83704 |
| Topic 8 | 8 | world + change + peace + place + side + earth + angel + save + hello + citizen | world + change + peace + place + side + earth + save + hello + whole + needs | -3379.881 | 29.88807 |
| Topic 36 | 36 | words + positive + speak + energy + thinking + thinker + vibes + sarcasm + focus + attitude | words + positive + speak + energy + thinking + thinker + vibes + sarcasm + attitude + action | -3569.436 | 29.84094 |
| Topic 46 | 46 | got + power + l + exo + knowledge + issues + park + drama + worst + problems | got + power + knowledge + drama + worst + problems + attention + pure + zero + chanyeol | -3628.365 | 29.79307 |
| Topic 19 | 19 | real + insta + #blacklivesmatter + senior + rip + face + estate + yo + da + road | real + insta + #blacklivesmatter + rip + face + estate + da + road + agent + chat | -3683.320 | 29.81488 |
| Topic 4 | 4 | fun + loving + male + protect + supporting + growing + honest + relationship + healing + introvert | fun + loving + male + protect + growing + honest + relationship + healing + introvert + yoga | -3706.737 | 29.82979 |
| Topic 49 | 49 | things + loves + young + well + others + passion + currently + special + order + called | young + things + well + loves + others + form + point + passion + order + humans | -3794.502 | 29.98480 |
To interpret the plot above, topics on the right to top-right are the most “interpretable”.
High Semantic Coherence (x axis) indicates Topics with more consistency in their top words while High Exclusivity (y axis) indicates that the words for that topic are more unique (i.e., exclusive to the topic).
Overall, I’d rank Semantic Coherence to be most important. Therefore, topics like #12, #32, #38, and #21 (have the highest Semantic Coherence) are likely to be the most interpretable.
Alternatively, topics like topic #4 and #49 have the lowest semantic coherence and will likely be the most difficult to interpret. This is usually because the topic is a mixture of potentially sub-topics (said differently, if we were to add one or two more topics, these would likely be the next to “separate”).
Topic Stats
| UserTopic | topicFrex | MedianFollowers | MedianStatuses | MedianFriends | Count |
|---|---|---|---|---|---|
| 47 | everything + come + want + see + yet + reason + still + thing + happens + wait | 436.0 | 11578.0 | 369.0 | 60361 |
| 21 | services + company + solutions + mission + expressed + organization + firm + commercial + foundation + companies | 685.0 | 4716.0 | 569.0 | 32614 |
| 32 | father + husband + dog + animal + activist + sister + survivor + muslim + #notmypresident + pet | 466.0 | 9270.0 | 528.0 | 31023 |
| 31 | love + friends + spread + pray + much + girlfriend + mayward + loyalty + self + loved | 440.0 | 11017.0 | 393.0 | 30071 |
| 43 | just + girl + im + keep + shit + bitch + pretty + ass + bit + fucking | 413.0 | 10811.0 | 359.0 | 28396 |
| 11 | never + nothing + say + let + give + something + even + hope + stop + end | 429.0 | 11718.0 | 363.0 | 28375 |
| 38 | news + co + latest + daily + events + entertainment + updates + info + reporter + source | 1074.0 | 13240.5 | 487.0 | 26160 |
| 12 | trump + country + christian + american + #maga + conservative + president + america + party + freedom | 734.0 | 13662.0 | 786.0 | 25623 |
| 17 | school + high + science + english + half + phd + professor + middle + faculty + fellow | 458.5 | 6338.0 | 412.0 | 24426 |
| 24 | fan + big + fanatic + movie + huge + hockey + chicago + wars + nfl + nba | 458.0 | 11556.0 | 509.0 | 23945 |
| 2 | life + live + living + way + everyday + short + worth + moment + tomorrow + journey | 405.0 | 9288.5 | 384.0 | 23044 |
| 30 | like + write + probably + sweet + sing + cold + dick + stuff + lot + flowers | 406.0 | 11180.0 | 357.0 | 22433 |
| 22 | games + video + player + gamer + game + play + youtuber + gaming + playing + twitch | 313.5 | 5994.5 | 332.0 | 17094 |
| 1 | one + day + kind + night + away + favorite + another + harry + word + justin | 548.0 | 14130.0 | 443.0 | 16475 |
| 13 | de + y + la + en + mi + el + que + los + del + move | 515.0 | 11785.0 | 440.0 | 16127 |
| 35 | since + king + perfect + kpop + @bts_twt + line + multifandom + sunshine + bangtan + jimin | 348.0 | 10817.5 | 338.0 | 15474 |
| 3 | engineer + producer + tech + developer + musician + software + computer + songwriter + sound + architect | 500.0 | 7353.0 | 464.0 | 14963 |
| 40 | back + instagram + please + dm + facebook + link + turn + thanks + pics + hit | 580.0 | 8530.0 | 430.0 | 14172 |
| 18 | new + twitter + now + official + old + year + single + coming + soon + used | 559.0 | 7722.5 | 390.5 | 13342 |
| 20 | tweets + need + tweet + help + endorsement + endorsements + retweets + job + bot + random | 549.0 | 11833.0 | 404.0 | 12460 |
| 42 | voice + super + got7 + rp + mark + junior + lee + twice + bae + michael | 339.0 | 16914.0 | 331.0 | 11905 |
| 16 | addict + gay + icon + obsessed + nsfw + lady + hair + makeup + header + ok | 321.0 | 13506.0 | 335.0 | 11585 |
| 6 | writer + editor + book + fashion + film + freelance + graphic + dreamer + comic + theatre | 615.0 | 9345.0 | 553.0 | 11532 |
| 34 | #marketing + #music + #socialmedia + #blogger + #tech + #art + #news + #writer + #digital + #love | 1223.0 | 12882.0 | 1002.0 | 10885 |
| 48 | books + shows + reality + kindness + poetry + treat + comedy + films + traveling + places | 509.0 | 10496.0 | 485.0 | 10759 |
| 7 | social + media + marketing + digital + content + creator + internet + podcast + pr + brand | 1243.0 | 10399.5 | 752.5 | 10362 |
| 33 | ig + sc + snapchat + snap + class + fb + r.i.p + track + ball + bag | 598.5 | 11346.5 | 491.0 | 10256 |
| 9 | get + heart + mind + lost + eyes + light + dark + stars + moon + found | 458.0 | 12271.0 | 370.0 | 8388 |
| 10 | university + state + texas + native + florida + southern + san + california + central + medicine | 575.0 | 8878.0 | 485.0 | 7233 |
| 5 | n + radio + w + rock + show + o + r + d + b + m | 571.0 | 13335.0 | 473.0 | 6792 |
| 25 | welcome + run + fc + arsenal + season + chelsea + racing + rugby + liverpool + key | 534.0 | 9489.0 | 478.0 | 6645 |
| 28 | business + owner + coach + small + fitness + speaker + certified + analyst + inquiries + trainer | 730.0 | 7184.0 | 574.0 | 6295 |
| 19 | real + insta + #blacklivesmatter + rip + face + estate + da + road + agent + chat | 515.0 | 12099.5 | 423.0 | 5438 |
| 41 | coffee + ya + beer + wine + fly + cook + connoisseur + eating + chicken + drinker | 485.0 | 9955.0 | 454.0 | 5325 |
| 27 | born + made + raised + blood + shop + hand + heaven + created + natural + unique | 498.0 | 9491.0 | 442.0 | 5243 |
| 15 | time + take + full + matter + lives + next + last + dead + less + running | 434.0 | 11189.0 | 385.0 | 5174 |
| 45 | future + black + actor + model + past + doctor + lawyer + female + actress + chef | 587.0 | 11160.0 | 512.0 | 4861 |
| 14 | name + call + baby + queen + fire + princess + daddy + hear + problem + mr | 507.5 | 12066.0 | 373.0 | 3856 |
| 26 | two + woman + kids + women + amazing + children + men + awesome + pictures + god’s | 448.0 | 9525.5 | 427.5 | 3574 |
| 37 | happy + person + stay + smile + try + blessed + days + kid + humble + choose | 449.0 | 10869.0 | 380.0 | 3515 |
| 23 | truth + united + justice + white + together + house + stand + fall + manchester + deep | 477.0 | 12138.0 | 448.0 | 3231 |
| 39 | area + beach + county + serving + owned + italian + coast + bar + serve + located | 486.0 | 4783.0 | 413.0 | 3191 |
| 44 | make + great + right + making + money + sense + kill + sure + humor + happen | 462.5 | 10399.0 | 417.5 | 3056 |
| 8 | world + change + peace + place + side + earth + save + hello + whole + needs | 477.0 | 11261.0 | 402.0 | 2935 |
| 4 | fun + loving + male + protect + growing + honest + relationship + healing + introvert + yoga | 563.5 | 13069.0 | 457.0 | 2926 |
| 46 | got + power + knowledge + drama + worst + problems + attention + pure + zero + chanyeol | 385.0 | 16973.0 | 364.0 | 2851 |
| 29 | private + ideas + market + trade + investor + curious + trader + non + value + investment | 795.0 | 6577.0 | 473.0 | 2483 |
| 36 | words + positive + speak + energy + thinking + thinker + vibes + sarcasm + attitude + action | 489.0 | 11042.0 | 433.0 | 2087 |
Topics
Below runs through each of the 49 topics and provides their top 30 words as well as the top 20 representative profiles.
For the top 30 words, there are two plots.
The first is the raw probabilities. These are the most prominent words in each topic.
The second is the FREX probabilities. These are the most “interpretable” words in each topic. Think of these as the most significant and most important words in each topic. Research (Roberts, Stewart, Airoldi, 2016) has shown these to be more helpful than the raw probabilities.
Think of them as:
Raw Probabilities : FREX Probabilities :: Raw Word Frequencies : TF-IDF
## Topic 1
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 1 : Top 5 Examples
## Topic 1 : Top 6-10 Examples
## Topic 1 : Top 11-15 Examples
## Topic 1 : Top 16-20 Examples
## Topic 2
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 2 : Top 5 Examples
## Topic 2 : Top 6-10 Examples
## Topic 2 : Top 11-15 Examples
## Topic 2 : Top 16-20 Examples
## Topic 3
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 3 : Top 5 Examples
## Topic 3 : Top 6-10 Examples
## Topic 3 : Top 11-15 Examples
## Topic 3 : Top 16-20 Examples
## Topic 4
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 4 : Top 5 Examples
## Topic 4 : Top 6-10 Examples
## Topic 4 : Top 11-15 Examples
## Topic 4 : Top 16-20 Examples
## Topic 5
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 5 : Top 5 Examples
## Topic 5 : Top 6-10 Examples
## Topic 5 : Top 11-15 Examples
## Topic 5 : Top 16-20 Examples
## Topic 6
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 6 : Top 5 Examples
## Topic 6 : Top 6-10 Examples
## Topic 6 : Top 11-15 Examples
## Topic 6 : Top 16-20 Examples
## Topic 7
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 7 : Top 5 Examples
## Topic 7 : Top 6-10 Examples
## Topic 7 : Top 11-15 Examples
## Topic 7 : Top 16-20 Examples
## Topic 8
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 8 : Top 5 Examples
## Topic 8 : Top 6-10 Examples
## Topic 8 : Top 11-15 Examples
## Topic 8 : Top 16-20 Examples
## Topic 9
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 9 : Top 5 Examples
## Topic 9 : Top 6-10 Examples
## Topic 9 : Top 11-15 Examples
## Topic 9 : Top 16-20 Examples
## Topic 10
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 10 : Top 5 Examples
## Topic 10 : Top 6-10 Examples
## Topic 10 : Top 11-15 Examples
## Topic 10 : Top 16-20 Examples
## Topic 11
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 11 : Top 5 Examples
## Topic 11 : Top 6-10 Examples
## Topic 11 : Top 11-15 Examples
## Topic 11 : Top 16-20 Examples
## Topic 12
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 12 : Top 5 Examples
## Topic 12 : Top 6-10 Examples
## Topic 12 : Top 11-15 Examples
## Topic 12 : Top 16-20 Examples
## Topic 13
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 13 : Top 5 Examples
## Topic 13 : Top 6-10 Examples
## Topic 13 : Top 11-15 Examples
## Topic 13 : Top 16-20 Examples
## Topic 14
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 14 : Top 5 Examples
## Topic 14 : Top 6-10 Examples
## Topic 14 : Top 11-15 Examples
## Topic 14 : Top 16-20 Examples
## Topic 15
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 15 : Top 5 Examples
## Topic 15 : Top 6-10 Examples
## Topic 15 : Top 11-15 Examples
## Topic 15 : Top 16-20 Examples
## Topic 16
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 16 : Top 5 Examples
## Topic 16 : Top 6-10 Examples
## Topic 16 : Top 11-15 Examples
## Topic 16 : Top 16-20 Examples
## Topic 17
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 17 : Top 5 Examples
## Topic 17 : Top 6-10 Examples
## Topic 17 : Top 11-15 Examples
## Topic 17 : Top 16-20 Examples
## Topic 18
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 18 : Top 5 Examples
## Topic 18 : Top 6-10 Examples
## Topic 18 : Top 11-15 Examples
## Topic 18 : Top 16-20 Examples
## Topic 19
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 19 : Top 5 Examples
## Topic 19 : Top 6-10 Examples
## Topic 19 : Top 11-15 Examples
## Topic 19 : Top 16-20 Examples
## Topic 20
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 20 : Top 5 Examples
## Topic 20 : Top 6-10 Examples
## Topic 20 : Top 11-15 Examples
## Topic 20 : Top 16-20 Examples
## Topic 21
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 21 : Top 5 Examples
## Topic 21 : Top 6-10 Examples
## Topic 21 : Top 11-15 Examples
## Topic 21 : Top 16-20 Examples
## Topic 22
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 22 : Top 5 Examples
## Topic 22 : Top 6-10 Examples
## Topic 22 : Top 11-15 Examples
## Topic 22 : Top 16-20 Examples
## Topic 23
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 23 : Top 5 Examples
## Topic 23 : Top 6-10 Examples
## Topic 23 : Top 11-15 Examples
## Topic 23 : Top 16-20 Examples
## Topic 24
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 24 : Top 5 Examples
## Topic 24 : Top 6-10 Examples
## Topic 24 : Top 11-15 Examples
## Topic 24 : Top 16-20 Examples
## Topic 25
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 25 : Top 5 Examples
## Topic 25 : Top 6-10 Examples
## Topic 25 : Top 11-15 Examples
## Topic 25 : Top 16-20 Examples
## Topic 26
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 26 : Top 5 Examples
## Topic 26 : Top 6-10 Examples
## Topic 26 : Top 11-15 Examples
## Topic 26 : Top 16-20 Examples
## Topic 27
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 27 : Top 5 Examples
## Topic 27 : Top 6-10 Examples
## Topic 27 : Top 11-15 Examples
## Topic 27 : Top 16-20 Examples
## Topic 28
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 28 : Top 5 Examples
## Topic 28 : Top 6-10 Examples
## Topic 28 : Top 11-15 Examples
## Topic 28 : Top 16-20 Examples
## Topic 29
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 29 : Top 5 Examples
## Topic 29 : Top 6-10 Examples
## Topic 29 : Top 11-15 Examples
## Topic 29 : Top 16-20 Examples
## Topic 30
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 30 : Top 5 Examples
## Topic 30 : Top 6-10 Examples
## Topic 30 : Top 11-15 Examples
## Topic 30 : Top 16-20 Examples
## Topic 31
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 31 : Top 5 Examples
## Topic 31 : Top 6-10 Examples
## Topic 31 : Top 11-15 Examples
## Topic 31 : Top 16-20 Examples
## Topic 32
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 32 : Top 5 Examples
## Topic 32 : Top 6-10 Examples
## Topic 32 : Top 11-15 Examples
## Topic 32 : Top 16-20 Examples
## Topic 33
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 33 : Top 5 Examples
## Topic 33 : Top 6-10 Examples
## Topic 33 : Top 11-15 Examples
## Topic 33 : Top 16-20 Examples
## Topic 34
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 34 : Top 5 Examples
## Topic 34 : Top 6-10 Examples
## Topic 34 : Top 11-15 Examples
## Topic 34 : Top 16-20 Examples
## Topic 35
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 35 : Top 5 Examples
## Topic 35 : Top 6-10 Examples
## Topic 35 : Top 11-15 Examples
## Topic 35 : Top 16-20 Examples
## Topic 36
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 36 : Top 5 Examples
## Topic 36 : Top 6-10 Examples
## Topic 36 : Top 11-15 Examples
## Topic 36 : Top 16-20 Examples
## Topic 37
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 37 : Top 5 Examples
## Topic 37 : Top 6-10 Examples
## Topic 37 : Top 11-15 Examples
## Topic 37 : Top 16-20 Examples
## Topic 38
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 38 : Top 5 Examples
## Topic 38 : Top 6-10 Examples
## Topic 38 : Top 11-15 Examples
## Topic 38 : Top 16-20 Examples
## Topic 39
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 39 : Top 5 Examples
## Topic 39 : Top 6-10 Examples
## Topic 39 : Top 11-15 Examples
## Topic 39 : Top 16-20 Examples
## Topic 40
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 40 : Top 5 Examples
## Topic 40 : Top 6-10 Examples
## Topic 40 : Top 11-15 Examples
## Topic 40 : Top 16-20 Examples
## Topic 41
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 41 : Top 5 Examples
## Topic 41 : Top 6-10 Examples
## Topic 41 : Top 11-15 Examples
## Topic 41 : Top 16-20 Examples
## Topic 42
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 42 : Top 5 Examples
## Topic 42 : Top 6-10 Examples
## Topic 42 : Top 11-15 Examples
## Topic 42 : Top 16-20 Examples
## Topic 43
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 43 : Top 5 Examples
## Topic 43 : Top 6-10 Examples
## Topic 43 : Top 11-15 Examples
## Topic 43 : Top 16-20 Examples
## Topic 44
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 44 : Top 5 Examples
## Topic 44 : Top 6-10 Examples
## Topic 44 : Top 11-15 Examples
## Topic 44 : Top 16-20 Examples
## Topic 45
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 45 : Top 5 Examples
## Topic 45 : Top 6-10 Examples
## Topic 45 : Top 11-15 Examples
## Topic 45 : Top 16-20 Examples
## Topic 46
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 46 : Top 5 Examples
## Topic 46 : Top 6-10 Examples
## Topic 46 : Top 11-15 Examples
## Topic 46 : Top 16-20 Examples
## Topic 47
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 47 : Top 5 Examples
## Topic 47 : Top 6-10 Examples
## Topic 47 : Top 11-15 Examples
## Topic 47 : Top 16-20 Examples
## Topic 48
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 48 : Top 5 Examples
## Topic 48 : Top 6-10 Examples
## Topic 48 : Top 11-15 Examples
## Topic 48 : Top 16-20 Examples
## Topic 49
## Top 30 Words by Raw Probability
## Top 30 Words by FREX Probability
## Top 20 Most Representative Profiles
## Topic 49 : Top 5 Examples
## Topic 49 : Top 6-10 Examples
## Topic 49 : Top 11-15 Examples
## Topic 49 : Top 16-20 Examples